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MCP Pymilvus Code Generator

@brcarry

代码仓库

基本信息

分类

开发工具

许可证

MIT

传输方式

stdio

作者

brcarry

提交者

ฅ'ω'ฅ

关于 MCP Pymilvus Code Generator

A pimilvus code generating helper with SSE-based MCP support

#mcp#pymilvus#code-generator

MCP Pymilvus Code Generator 配置

使用下面的配置,将此服务器添加到你的 MCP 客户端。

{
  "mcpServers": {
    "mcp-pymilvus-code-generator": {
      "command": "uv",
      "args": [
        "run",
        "src/mcp_pymilvus_code_generate_helper/sse_server.py"
      ]
    }
  }
}

MCP Pymilvus Code Generator 工具

4

Find related pymilvus code/documents to help generating code from user input in natural language

Find related orm and pymilvus client code/documents to help converting orm code to pymilvus client (or vice versa)

Find related documents and code snippets in different programming languages for milvus code translation

`query`: A string of Milvus API names in list format to translate from one programming language to another (e.g., ['create_collection', 'insert', 'search'])

概览

What is mcp-pymilvus-code-generator?

An MCP server that retrieves relevant code snippets or documents to help generate pymilvus code. It integrates with a running Milvus instance and is intended for developers using AI coding assistants like Cursor or Claude Desktop.

How to use mcp-pymilvus-code-generator?

Run the server with uv run src/mcp_pymilvus_code_generate_helper/sse_server.py (for SSE) or uv run src/mcp_pymilvus_code_generate_helper/stdio_server.py (for STDIO). Configure it in Cursor or Claude Desktop by adding an MCP server entry. The server connects to a local Milvus instance by default; use --milvus_uri to specify a remote one.

Key features of mcp-pymilvus-code-generator

  • Retrieves pymilvus code snippets based on natural language queries.
  • Converts Milvus ORM code to pymilvus client code and vice versa.
  • Translates Milvus code between programming languages.
  • Supports both SSE and STDIO transport protocols.
  • Can be run locally or via Docker.

Use cases of mcp-pymilvus-code-generator

  • Generate pymilvus code for hybrid search from a user description.
  • Convert existing Milvus ORM code to pymilvus client code.
  • Translate a Milvus code snippet from Python to Java, Node.js, or other languages.

常见问题

1

What are the prerequisites?

Python 3.10 or higher, a running Milvus instance (local or remote), and `uv` installed.

2

Does the server require an API key?

Yes, the `OPENAI_API_KEY` environment variable must be set when using the STDIO configuration (e.g., in Claude Desktop or Cursor).

3

What transports does the server support?

It supports both SSE (Server-Sent Events) and STDIO (standard input/output).

4

Can I run the server in a container?

Yes, a Dockerfile is provided. Build the image with `docker build -t milvus-code-helper .` and run with environment variables for `OPENAI_API_KEY`, `MILVUS_URI`, and `MILVUS_TOKEN`.

评论

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